ImputeFormer: Low Rankness-Induced Transformers for Generalizable
Spatiotemporal Imputation

ImputeFormer: Low Rankness-Induced Transformers for Generalizable Spatiotemporal Imputation

4 December 2023

Tong Nie

Papers citing "ImputeFormer: Low Rankness-Induced Transformers for Generalizable Spatiotemporal Imputation"

16 / 16 papers shown

Title
Causal View of Time Series Imputation: Some Identification Results on Missing Mechanism Ruichu Cai Kaitao Zheng Junxian Huang Zijian Li Zhengming Chen Boyan Xu Zhifeng Hao AI4TS CML 21 0 0 12 May 2025
MNT-TNN: Spatiotemporal Traffic Data Imputation via Compact Multimode Nonlinear Transform-based Tensor Nuclear Norm Yihang Lu Mahwish Yousaf Xianwei Meng Enhong Chen 39 0 0 29 Mar 2025
Exploring the Roles of Large Language Models in Reshaping Transportation Systems: A Survey, Framework, and Roadmap Tong Nie Jian-jun Sun Wei Ma 58 1 0 27 Mar 2025
Collaborative Imputation of Urban Time Series through Cross-city Meta-learning Tong Nie Wei Ma Jian-jun Sun Yu Yang Jiannong Cao AI4TS AI4CE 34 0 0 20 Jan 2025
Expand and Compress: Exploring Tuning Principles for Continual Spatio-Temporal Graph Forecasting Wei Chen Yuxuan Liang AI4TS 26 0 0 16 Oct 2024
Task-oriented Time Series Imputation Evaluation via Generalized Representers Zhixian Wang Linxiao Yang Liang Sun Qingsong Wen Yi Wang AI4TS 26 0 0 09 Oct 2024
Latent Space Score-based Diffusion Model for Probabilistic Multivariate Time Series Imputation Guojun Liang N. Abiri Atiye Sadat Hashemi Jens Lundstrom Stefan Byttner Prayag Tiwari DiffM 29 0 0 13 Sep 2024
Joint Estimation and Prediction of City-wide Delivery Demand: A Large Language Model Empowered Graph-based Learning Approach Tong Nie Junlin He Yuewen Mei Guoyang Qin Guilong Li Jian Sun Wei Ma 32 3 0 30 Aug 2024
Geolocation Representation from Large Language Models are Generic Enhancers for Spatio-Temporal Learning Junlin He Tong Nie Wei Ma AI4TS 24 2 0 22 Aug 2024
High-Dimensional Fault Tolerance Testing of Highly Automated Vehicles Based on Low-Rank Models Yuewen Mei Tong Nie Jian-jun Sun Ye Tian 18 1 0 28 Jul 2024
Channel-Aware Low-Rank Adaptation in Time Series Forecasting Tong Nie Yuewen Mei Guoyang Qin Jiangming Sun Wei Ma BDL AI4TS 16 5 0 24 Jul 2024
Spatiotemporal Implicit Neural Representation as a Generalized Traffic Data Learner Tong Nie Guoyang Qin Wei Ma Jiangming Sun 14 8 0 06 May 2024
Towards better traffic volume estimation: Jointly addressing the underdetermination and nonequilibrium problems with correlation-adaptive GNNs Tong Nie Guoyang Qin Yunpeng Wang Jiangming Sun 21 14 0 10 Mar 2023
Truncated tensor Schatten p-norm based approach for spatiotemporal traffic data imputation with complicated missing patterns Tong Nie Guoyang Qin Jian-jun Sun 14 49 0 19 May 2022
A Nonconvex Low-Rank Tensor Completion Model for Spatiotemporal Traffic Data Imputation Xinyu Chen Jin-Ming Yang Lijun Sun AI4TS 28 135 0 23 Mar 2020
Recurrent Neural Networks for Multivariate Time Series with Missing Values Zhengping Che S. Purushotham Kyunghyun Cho David Sontag Yan Liu AI4TS 205 1,892 0 06 Jun 2016